AI Development
We don't build chatbots. We build AI agents that handle real work - with the engineering rigor to run in production. RAG systems grounded in your data. LLM integrations with guardrails. AI infrastructure that scales.
What is AI Development?
We don’t build chatbots. We build AI agents that handle real work – with the engineering rigor to run in production. RAG systems grounded in your data. LLM integrations with guardrails. AI infrastructure that scales.
How we deliver
Use Case Discovery
Week 1–2We identify where AI adds genuine value vs. where simple automation works better. Define success metrics, data requirements and realistic ROI.
Architecture & Model Selection
Week 2–3Design the AI pipeline: data ingestion, embedding strategy, retrieval logic, LLM calls, output validation and monitoring. Choose models and fallback strategies.
Iterative Development
Week 3–8Build in sprints with real data. Test prompts, measure accuracy/latency/cost, optimize retrieval, add guardrails and human-in-the-loop workflows.
Production Deployment
Week 8–12Deploy with full observability: request logging, response quality tracking, cost monitoring, error alerting and A/B testing capability.
How you can work with us
Fixed-Price Project
Defined scope, fixed timeline, guaranteed deliverables. Best for MVPs and well-scoped features.
- Full scope defined upfront
- Milestone-based payments
- 8-16 week delivery
- 30-day warranty
Dedicated Developer
A senior developer assigned to your team full-time. Minimum 1 month engagement.
- 160 hours/month
- Daily standups
- Weekly demos
- Flexible scaling
Team Augmentation
A full team of developers, designers and architects embedded in your organization.
- Cross-functional team
- Quarterly engagement
- Dedicated PM
- Architecture oversight
AI Development projects we've shipped
AI Document KYC Pipeline
Automated KYC document processing with OCR extraction, LLM classification and compliance flagging. Processing 10,000+ documents daily with 95%+ accuracy.
LLM Marketing Automation
AI-powered content generation with brand voice consistency, multi-channel output and human-in-the-loop approval workflows.
Our AI Development technology stack
LLM Provider
AI Framework
Vector DB
Backend
Frequently asked questions
RAG when you need up-to-date information, source citations and lower cost. Fine-tuning when you need consistent style, domain-specific accuracy or 10x cost reduction at high volume. We often combine both.
Grounding via RAG with citation requirements, output validation against source documents, confidence scoring and human-in-the-loop for high-stakes decisions. We also implement guardrails that flag uncertain responses.
OpenAI GPT-4o and GPT-4o-mini, Anthropic Claude 3.5, Llama 3 (self-hosted), Mistral and Gemini. We recommend based on your accuracy needs, data privacy requirements and budget.
We build evaluation pipelines with golden datasets, automated scoring (accuracy, faithfulness, relevance), regression testing on every prompt change, and production monitoring of live quality metrics.
A RAG prototype starts at $8,000-15,000. Production AI systems with evaluation, monitoring and guardrails are $20,000-50,000+. We scope precisely after a discovery call.